Federated Learning for Cybersecurity: Collaborative Intelligence for Threat Detection

The demand for innovative threat detection and intelligence approaches is more pressing than ever. One such paradigm-shifting technology gaining prominence is Federated Learning (FL). This emerging concept harnesses the power of collaborative intelligence, allowing disparate entities to pool their insights without compromising sensitive data. A report by Apple suggests that the number of data breaches nearly tripled between 2013 and 2022, compromising 2.6 billion records over the course of just two years, a trend that is only getting worse. A Review of Basic Concepts Organizations have rapidly…